Shedding Light on Lithium/Air Batteries Using Millions of Threads on the BG/Q Supercomputer

V. Weber, C. Bekas, T. Laino, A. Curioni, A. Bertsch, S. Futral
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引用次数: 12

Abstract

In this work, we present a novel parallelization scheme for a highly efficient evaluation of the Hartree-Fock exact exchange (HFX) in ab initio molecular dynamics simulations, specifically tailored for condensed phase simulations. Our developments allow one to achieve the necessary accuracy for the evaluation of the HFX in a highly controllable manner. We show here that our solutions can take great advantage of the latest trends in HPC platforms, such as extreme threading, short vector instructions and highly dimensional interconnection networks. Indeed, all these trends are evident in the IBM Blue Gene/Q supercomputer. We demonstrate an unprecedented scalability up to 6,291,456 threads (96 BG/Q racks) with a near perfect parallel efficiency, which represents a more than 20-fold improvement as compared to the current state of the art. In terms of reduction of time to solution, we achieved an improvement that can surpass a 10-fold decrease in runtime with respect to directly comparable approaches. We exploit this development to enhance the accuracy of DFT based molecular dynamics by using the PBE0 hybrid functional. This approach allowed us to investigate the chemical behavior of organic solvents in one of the most challenging research topics in energy storage, lithium/air batteries, and to propose alternative solvents with enhanced stability to ensure an appropriate reversible electrochemical reaction. This step is key for the development of a viable lithium/air storage technology, which would have been a daunting computational task using standard methods. Recent research has shown that the electrolyte plays a key role in non-aqueous lithium/air batteries in producing the appropriate reversible electrochemical reduction. In particular, the chemical degradation of propylene carbonate, the typical electrolyte used, by lithium peroxide has been demonstrated by molecular dynamics simulations of highly realistic models. Reaching the necessary high accuracy in these simulations is a daunting computational task using standard methods.
利用BG/Q超级计算机上的数百万线程揭示锂/空气电池
在这项工作中,我们提出了一种新的并行方案,用于从头算分子动力学模拟中Hartree-Fock精确交换(HFX)的高效评估,专门为缩合相模拟量身定制。我们的发展使人们能够以高度可控的方式实现对HFX评估的必要准确性。我们在这里展示了我们的解决方案可以充分利用高性能计算平台的最新趋势,如极端线程、短向量指令和高维互连网络。事实上,所有这些趋势在IBM的蓝色基因/Q超级计算机上都很明显。我们展示了前所未有的可扩展性,最多可达6,291,456个线程(96个BG/Q机架),并行效率接近完美,与目前的技术水平相比,这代表了20倍以上的改进。在减少解决方案的时间方面,我们实现了一个改进,与直接可比较的方法相比,可以在运行时减少10倍以上。我们利用这一发展,通过使用PBE0混合泛函来提高基于DFT的分子动力学的准确性。这种方法使我们能够研究有机溶剂在锂/空气电池中最具挑战性的研究课题之一中的化学行为,并提出具有增强稳定性的替代溶剂,以确保适当的可逆电化学反应。这一步是开发可行的锂/空气存储技术的关键,如果使用标准方法,这将是一项艰巨的计算任务。近年来的研究表明,在非水锂/空气电池中,电解质在产生适当的可逆电化学还原方面起着关键作用。特别是,过氧化锂对典型电解质碳酸丙烯酯的化学降解已经通过高度真实模型的分子动力学模拟得到了证明。使用标准方法在这些模拟中达到必要的高精度是一项艰巨的计算任务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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